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Multigrid Methods on GPUs: High Performance GPGPU Solvers for Partial Differential Equations - Tapa blanda
Sinopsis
Many important algorithms in fields such as image processing or physical simulation necessitate solving systems of partial differential equations. Multigrid methods belong to the fastest and most versatile numerical schemes available for this purpose. With the advent of programmable graphics processing units (GPUs) there have been numerous efforts to use their capabilities - massively parallel floating point computation and high memory bandwidth - in high performance computing. In this work, multigrid methods are evaluated for their suitability towards a GPU implementation. After some introductory material on general purpose GPU programming and a short mathematical overview, a multigrid solver for the 2D Poisson equation built on C++, OpenGL and GLSL is presented in detail. The performance of various implementation techniques is benchmarked and interpreted, a number of optimization strategies are tested and the final results are compared across different hardware platforms and to a traditional CPU-based implementation. This book is aimed at scientists and programmers interested in using the potential of GPUs to speed up their multigrid-based numerical solvers.
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Reseña del editor
Many important algorithms in fields such as image processing or physical simulation necessitate solving systems of partial differential equations. Multigrid methods belong to the fastest and most versatile numerical schemes available for this purpose. With the advent of programmable graphics processing units (GPUs) there have been numerous efforts to use their capabilities - massively parallel floating point computation and high memory bandwidth - in high performance computing. In this work, multigrid methods are evaluated for their suitability towards a GPU implementation. After some introductory material on general purpose GPU programming and a short mathematical overview, a multigrid solver for the 2D Poisson equation built on C++, OpenGL and GLSL is presented in detail. The performance of various implementation techniques is benchmarked and interpreted, a number of optimization strategies are tested and the final results are compared across different hardware platforms and to a traditional CPU-based implementation. This book is aimed at scientists and programmers interested in using the potential of GPUs to speed up their multigrid-based numerical solvers.
Biografía del autor
Peter Thoman, MSc (with Distinction) in Computer Science from the University of Innsbruck. Project collaborator with the Infmath Imaging group, currently pursuing a PhD.
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Multigrid Methods on GPUs : High Performance GPGPU Solvers for Partial Differential Equations
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VDM Verlag Dr. Müller e.K., 2013
ISBN 10: 3836499703
ISBN 13: 9783836499705
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Multigrid Methods on GPUs High Performance GPGPU Solvers for Partial Differential Equations
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Multigrid Methods on GPUs: High Performance GPGPU Solvers for Partial Differential Equations
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ISBN 10: 3836499703
ISBN 13: 9783836499705
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Multigrid Methods on GPUs: High Performance GPGPU Solvers for Partial Differential Equations
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VDM Verlag Dr. Müller, 2008
ISBN 10: 3836499703
ISBN 13: 9783836499705
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Multigrid Methods on GPUs : High Performance GPGPU Solvers for Partial Differential Equations
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VDM Verlag Dr. Müller, 2008
ISBN 10: 3836499703
ISBN 13: 9783836499705
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Taschenbuch. Condición: Neu. nach der Bestellung gedruckt Neuware - Printed after ordering - Many important algorithms in fields such as image processing or physical simulation necessitate solving systems of partial differential equations. Multigrid methods belong to the fastest and most versatile numerical schemes available for this purpose. With the advent of programmable graphics processing units (GPUs) there have been numerous efforts to use their capabilities - massively parallel floating point computation and high memory bandwidth - in high performance computing. In this work, multigrid methods are evaluated for their suitability towards a GPU implementation. After some introductory material on general purpose GPU programming and a short mathematical overview, a multigrid solver for the 2D Poisson equation built on C++, OpenGL and GLSL is presented in detail. The performance of various implementation techniques is benchmarked and interpreted, a number of optimization strategies are tested and the final results are compared across different hardware platforms and to a traditional CPU-based implementation. This book is aimed at scientists and programmers interested in using the potential of GPUs to speed up their multigrid-based numerical solvers. Nº de ref. del artículo: 9783836499705
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Multigrid Methods on GPUs: High Performance GPGPU Solvers for Partial Differential Equations
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ISBN 10: 3836499703
ISBN 13: 9783836499705
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Multigrid Methods on GPUs
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VDM Verlag Dr. Müller, 2013
ISBN 10: 3836499703
ISBN 13: 9783836499705
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Kartoniert / Broschiert. Condición: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Many important algorithms in fields such as image processing or physical simulation necessitate solving systems of partial differential equations. Multigrid methods belong to the fastest and most versatile numerical schemes available for this purpose. With . Nº de ref. del artículo: 5390194
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Multigrid Methods on GPUs | High Performance GPGPU Solvers for Partial Differential Equations
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VDM Verlag Dr. Müller, 2013
ISBN 10: 3836499703
ISBN 13: 9783836499705
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Taschenbuch. Condición: Neu. Multigrid Methods on GPUs | High Performance GPGPU Solvers for Partial Differential Equations | Peter Thoman | Taschenbuch | Kartoniert / Broschiert | Englisch | 2013 | VDM Verlag Dr. Müller | EAN 9783836499705 | Verantwortliche Person für die EU: OmniScriptum GmbH & Co. KG, Bahnhofstr. 28, 66111 Saarbrücken, info[at]akademikerverlag[dot]de | Anbieter: preigu. Nº de ref. del artículo: 101682327
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Multigrid Methods on GPUs: High Performance GPGPU Solvers for Partial Differential Equations
Publicado por
VDM Verlag Dr. Müller, 2008
ISBN 10: 3836499703
ISBN 13: 9783836499705
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